{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from bokeh.plotting import figure, show, output_notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## logistic regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def logistic_regression(X, Y, W, lr=0.001, steps=1000):\n",
    "    m = len(Y)\n",
    "    sigmoid = lambda z: 1 / (1 + np.exp(-z))\n",
    "    \n",
    "    for _ in range(steps):\n",
    "        # prediction\n",
    "        hypothesis = sigmoid(X @ W)\n",
    "        \n",
    "        # fix overflow & underflow\n",
    "        hypothesis = np.clip(hypothesis, 1e-5, 1 - 1e-5)\n",
    "        \n",
    "        # loss function, gradient, training\n",
    "        loss = -1 / m * (Y @ np.log(hypothesis) + (1 - Y) @ np.log(1 - hypothesis))\n",
    "        gradient = 1 / m * (X.T @ (hypothesis - Y))\n",
    "        W -= lr * gradient\n",
    "    \n",
    "    # current loss & prediction\n",
    "    return loss, sigmoid(X @ W)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "n = 10000\n",
    "# random values\n",
    "x_, y_ = np.random.rand(2, n)\n",
    "# polynomial coefficients\n",
    "X = np.c_[np.ones(n), x_, y_, x_ ** 2, y_ ** 2]\n",
    "# Y: target values\n",
    "Y = (x_ - .5 <= (y_ - .5) ** 2) * 1\n",
    "# weights\n",
    "W = np.zeros(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## train classification model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0939072483492\n",
      "0.0743423477901\n",
      "0.0639064636228\n",
      "0.057261603557\n",
      "0.0525680284948\n",
      "0.0490253057578\n",
      "0.0462262933158\n",
      "0.0439401890239\n",
      "0.0420253995815\n",
      "0.0403896777157\n"
     ]
    }
   ],
   "source": [
    "for _ in range(10):\n",
    "    loss, H = logistic_regression(X, Y, W, lr=5., steps=1000)\n",
    "    print(loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy 0.9912\n",
      "weights [ 24.48175955 -17.75464348 -38.46985456 -22.38533121  38.41771001]\n"
     ]
    }
   ],
   "source": [
    "print('accuracy', np.mean(Y == H.round()))\n",
    "print('weights', W)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
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       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
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       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
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       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.5.min.css\");\n",
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\",\"dtype\":\"float64\",\"shape\":[10000]},\"y\":{\"__ndarray__\":\"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       "            var render_items = [{\"docid\":\"2d97d7b7-7ed4-4316-82b9-85ce25287a45\",\"elementid\":\"97566e0d-b9a1-411d-a56e-43c19d0d4d3a\",\"modelid\":\"c71c6936-019a-4ff4-b635-1162410e9f3a\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"97566e0d-b9a1-411d-a56e-43c19d0d4d3a\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_notebook()\n",
    "\n",
    "palette = ['steelblue', 'red', 'lightgreen']\n",
    "color = [palette[i] for i in (Y + H.round()).astype(int)]\n",
    "\n",
    "plot = figure()\n",
    "plot.circle(x_, y_, line_color='#c0c0c0', fill_color=color, alpha=.6, size=8)\n",
    "\n",
    "show(plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
